Bortz, David M.
- A Comprehensive Review of Latent Space Dynamics Identification Algorithms for Intrusive and Non-Intrusive Reduced-Order-Modeling
2024/03/16 by Christophe Bonneville, Xiaolong He, Bonneville, Christophe +23 · 14 citations
Engineering · Physics and Astronomy · #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Hydraulic and Pneumatic Systems #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Real-time simulation and control systems #and Science (cs.CE)
- Weak-Form Latent Space Dynamics Identification
2023/11/20 by April Tran, Tran, April, Xiaolong He +7 · 11 citations
Engineering · Physics and Astronomy · #Computational Engineering #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Finance #Fluid Dynamics and Vibration Analysis #Hydraulic and Pneumatic Systems #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Systems and Control (eess.SY) #and Science (cs.CE) #electronic engineering #information engineering
- Competitive Exclusion in a DAE Model for Microbial Electrolysis Cells
2019/06/05 by Dudley, Harry J., Ren, Zhiyong Jason, Bortz, David M. · 4 citations
#Classical Analysis and ODEs (math.CA) #Dynamical Systems (math.DS) #FOS: Biological sciences #FOS: Mathematics #Populations and Evolution (q-bio.PE)
- Physics-informed active learning with simultaneous weak-form latent space dynamics identification
2024/06/29 by Xiaolong He, He, Xiaolong, April Tran +5 · 9 citations
Computer Science · #Time Series Analysis and Forecasting #Computational Physics and Python Applications #Anomaly Detection Techniques and Applications
- Coarse-Graining Hamiltonian Systems Using WSINDy
2023/10/09 by Daniel A. Messenger, Messenger, Daniel A., J. W. Burby +3 · 5 citations
Chemistry · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (stat.ML) #Mass Spectrometry Techniques and Applications #Numerical Analysis (math.NA) #Scientific Research and Discoveries #Stellar, planetary, and galactic studies
- Asymptotic consistency of the WSINDy algorithm in the limit of continuum data
2022/11/29 by Daniel A. Messenger, David M. Bortz, Messenger, Daniel A. +1 · 4 citations
Physics and Astronomy · Engineering · Earth and Planetary Sciences · #Model Reduction and Neural Networks #Reservoir Engineering and Simulation Methods #Seismic Imaging and Inversion Techniques
- The Weak Form Is Stronger Than You Think
2024/09/10 by Messenger, Daniel A., Tran, April, Dukic, Vanja +1 · 7 citations
#26A33 #35D30 #62FXX #62JXX #65L09 #65M32 #68Q32 #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA) #and Science (cs.CE)
- Online Weak-form Sparse Identification of Partial Differential Equations
2022/03/08 by Messenger, Daniel A., Dall'Anese, Emiliano, Bortz, David M. · 1 citation
#62J07 #68T05 #93-10 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)